{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 4. 基本绘图流程\n",
        "\n",
        "## 知识点讲解\n",
        "\n",
        "Matplotlib 绘图遵循一个清晰的基本流程，理解这个流程有助于更好地组织绘图代码。\n",
        "\n",
        "### 基本绘图流程\n",
        "\n",
        "标准的 Matplotlib 绘图流程包括以下步骤：\n",
        "\n",
        "1. **准备数据** → 2. **创建图形** → 3. **绘制图表** → 4. **设置样式** → 5. **显示/保存**\n",
        "\n",
        "### 详细步骤说明\n",
        "\n",
        "#### 1. 准备数据\n",
        "- 使用 NumPy、Pandas 等库准备数据\n",
        "- 确保数据格式正确（数组、列表等）\n",
        "- 数据清洗和预处理\n",
        "\n",
        "#### 2. 创建图形\n",
        "- **可选步骤**：使用 `plt.figure()` 或 `plt.subplots()` 创建图形\n",
        "- **自动创建**：如果不显式创建，Matplotlib 会在首次调用绘图函数时自动创建默认图形\n",
        "- **何时需要显式创建**：\n",
        "  - 需要自定义图形大小：`figsize=(width, height)`\n",
        "  - 需要创建多个子图：`plt.subplots(2, 2)`\n",
        "  - 需要精确控制图形属性\n",
        "- **简单绘图**：对于单个简单图表，可以省略此步骤\n",
        "\n",
        "#### 3. 绘制图表\n",
        "- 使用绘图函数（`plot()`, `scatter()`, `bar()` 等）\n",
        "- 可以绘制多个数据系列\n",
        "- 添加图例、标签等\n",
        "\n",
        "#### 4. 设置样式\n",
        "- 设置标题、坐标轴标签\n",
        "- 调整颜色、线型、标记等\n",
        "- 设置网格、图例位置\n",
        "- 调整坐标轴范围和刻度\n",
        "\n",
        "#### 5. 显示/保存\n",
        "- 使用 `plt.show()` 显示图表\n",
        "- 使用 `plt.savefig()` 保存图表\n",
        "- 设置保存格式和分辨率\n",
        "\n",
        "### 适用场景\n",
        "\n",
        "- 所有类型的 Matplotlib 绘图\n",
        "- 从简单图表到复杂可视化\n",
        "- 数据分析和报告生成\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例1：不显式创建 figure（最简单的方式）\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] =  ['PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# ========== 步骤1: 准备数据 ==========\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "# ========== 步骤2: 创建图形 ==========\n",
        "# 注意：这里省略了 plt.figure()，Matplotlib 会自动创建默认图形\n",
        "\n",
        "# ========== 步骤3: 绘制图表 ==========\n",
        "# 步骤3：使用 plot() 绘制曲线\n",
        "# x: 横坐标数据，y: 纵坐标数据\n",
        "# label: 曲线图例名称（用于显示图例）\n",
        "# linewidth: 线条宽度（默认为1），可调整线粗细\n",
        "plt.plot(x, y, label='sin(x)', linewidth=2)\n",
        "\n",
        "# ========== 步骤4: 设置样式 ==========\n",
        "plt.xlabel('X 轴', fontsize=12)\n",
        "plt.ylabel('Y 轴', fontsize=12)\n",
        "plt.title('不显式创建 figure 的示例', fontsize=14, fontweight='bold')\n",
        "plt.legend(fontsize=11)\n",
        "plt.grid(True, alpha=0.3)\n",
        "\n",
        "# ========== 步骤5: 显示图表 ==========\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例2：显式创建 figure（推荐用于自定义大小）\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] =  ['PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# ========== 步骤1: 准备数据 ==========\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "# ========== 步骤2: 创建图形（显式创建，可自定义大小）==========\n",
        "plt.figure(figsize=(8, 5))  # 设置图形大小为 8x5 英寸\n",
        "\n",
        "# ========== 步骤3: 绘制图表 ==========\n",
        "plt.plot(x, y, label='sin(x)', linewidth=2)\n",
        "\n",
        "# ========== 步骤4: 设置样式 ==========\n",
        "plt.xlabel('X 轴', fontsize=12)\n",
        "plt.ylabel('Y 轴', fontsize=12)\n",
        "plt.title('显式创建 figure 的示例', fontsize=14, fontweight='bold')\n",
        "plt.legend(fontsize=11)\n",
        "plt.grid(True, alpha=0.3)\n",
        "\n",
        "# ========== 步骤5: 显示图表 ==========\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1400x1000 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 进阶示例：包含数据保存的完整流程\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# 配置中文字体（跨平台兼容）\n",
        "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei', 'PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# ========== 步骤1: 准备数据 ==========\n",
        "# 模拟销售数据\n",
        "np.random.seed(42)\n",
        "months = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月']\n",
        "sales = 100 + np.random.randn(12).cumsum() * 5\n",
        "sales = np.maximum(sales, 80)  # 确保销售额为正\n",
        "\n",
        "# ========== 步骤2: 创建图形 ==========\n",
        "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
        "fig.suptitle('2024年度销售数据分析报告', fontsize=16, fontweight='bold', y=0.98)\n",
        "\n",
        "# ========== 步骤3 & 4: 绘制图表并设置样式 ==========\n",
        "\n",
        "# 子图1: 折线图\n",
        "axes[0, 0].plot(months, sales, marker='o', linewidth=2, markersize=6, color='#2E86AB')\n",
        "axes[0, 0].set_title('月度销售额趋势', fontsize=12, fontweight='bold')\n",
        "axes[0, 0].set_xlabel('月份', fontsize=10)\n",
        "axes[0, 0].set_ylabel('销售额（万元）', fontsize=10)\n",
        "axes[0, 0].grid(True, alpha=0.3)\n",
        "axes[0, 0].tick_params(axis='x', rotation=45)\n",
        "\n",
        "# 子图2: 柱状图\n",
        "colors = ['#A23B72' if s > sales.mean() else '#6A994E' for s in sales]\n",
        "axes[0, 1].bar(months, sales, color=colors, alpha=0.8)\n",
        "axes[0, 1].axhline(y=sales.mean(), color='red', linestyle='--', linewidth=1.5, label='平均值')\n",
        "axes[0, 1].set_title('月度销售额对比', fontsize=12, fontweight='bold')\n",
        "axes[0, 1].set_xlabel('月份', fontsize=10)\n",
        "axes[0, 1].set_ylabel('销售额（万元）', fontsize=10)\n",
        "axes[0, 1].legend(fontsize=9)\n",
        "axes[0, 1].grid(True, alpha=0.3, axis='y')\n",
        "axes[0, 1].tick_params(axis='x', rotation=45)\n",
        "\n",
        "# 子图3: 饼图（季度汇总）\n",
        "q1 = sales[:3].sum()\n",
        "q2 = sales[3:6].sum()\n",
        "q3 = sales[6:9].sum()\n",
        "q4 = sales[9:12].sum()\n",
        "quarters = ['Q1', 'Q2', 'Q3', 'Q4']\n",
        "quarter_sales = [q1, q2, q3, q4]\n",
        "colors_pie = ['#2E86AB', '#A23B72', '#F18F01', '#6A994E']\n",
        "axes[1, 0].pie(quarter_sales, labels=quarters, autopct='%1.1f%%', \n",
        "               colors=colors_pie, startangle=90)\n",
        "axes[1, 0].set_title('季度销售额占比', fontsize=12, fontweight='bold')\n",
        "\n",
        "# 子图4: 统计信息\n",
        "axes[1, 1].axis('off')\n",
        "stats_text = f\"\"\"\n",
        "销售统计信息\n",
        "\n",
        "总销售额: {sales.sum():.2f} 万元\n",
        "平均月销售额: {sales.mean():.2f} 万元\n",
        "最高月销售额: {sales.max():.2f} 万元\n",
        "最低月销售额: {sales.min():.2f} 万元\n",
        "销售额标准差: {sales.std():.2f} 万元\n",
        "\n",
        "最佳月份: {months[np.argmax(sales)]}\n",
        "最差月份: {months[np.argmin(sales)]}\n",
        "\"\"\"\n",
        "axes[1, 1].text(0.1, 0.5, stats_text, fontsize=11, \n",
        "                verticalalignment='center')\n",
        "\n",
        "# ========== 步骤5: 显示和保存 ==========\n",
        "plt.tight_layout(rect=[0, 0, 1, 0.96])\n",
        "plt.show()\n",
        "\n",
        "# 保存图表\n",
        "# plt.savefig('sales_report.png', dpi=300, bbox_inches='tight')\n",
        "# print(\"报告已保存为 sales_report.png\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 常见错误和注意事项\n",
        "\n",
        "1. **是否必须创建 figure**\n",
        "   - **可以不创建**：对于简单绘图，Matplotlib 会自动创建默认图形\n",
        "   - **建议创建**：需要自定义大小、创建子图或精确控制时，应显式创建\n",
        "   - **注意**：自动创建的图形使用默认大小（通常为 6.4x4.8 英寸）\n",
        "\n",
        "2. **步骤顺序错误**\n",
        "   - 错误：在创建图形之前就调用绘图函数（使用面向对象接口时）\n",
        "   - 解决：使用 Pyplot 接口时顺序灵活，面向对象接口需要先创建 figure\n",
        "\n",
        "3. **忘记显示图表**\n",
        "   - 错误：绘制后没有调用 `plt.show()`\n",
        "   - 解决：在 Jupyter 中可能自动显示，但在脚本中必须调用\n",
        "\n",
        "4. **数据格式问题**\n",
        "   - 错误：数据格式不正确导致绘图失败\n",
        "   - 解决：确保数据是数组或列表格式，检查数据维度\n",
        "\n",
        "5. **样式设置覆盖**\n",
        "   - 错误：后设置的样式覆盖了前面的设置\n",
        "   - 解决：注意函数调用顺序，或使用面向对象接口分别设置\n",
        "\n",
        "6. **内存泄漏**\n",
        "   - 错误：创建大量图形但未关闭\n",
        "   - 解决：使用 `plt.close()` 关闭不需要的图形\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 总结\n",
        "\n",
        "### 最佳实践\n",
        "\n",
        "1. **流程标准化**：\n",
        "   - 始终遵循：准备数据 → 创建图形 → 绘制 → 设置样式 → 显示/保存\n",
        "   - 使用注释标记各个步骤，提高代码可读性\n",
        "\n",
        "2. **代码组织**：\n",
        "   - 将数据准备和绘图代码分离\n",
        "   - 使用函数封装常用绘图流程\n",
        "   - 保持代码结构清晰\n",
        "\n",
        "3. **样式设置**：\n",
        "   - 先绘制基本图形，再逐步添加样式\n",
        "   - 使用 `tight_layout()` 自动调整布局\n",
        "   - 统一字体、颜色等样式规范\n",
        "\n",
        "4. **保存图表**：\n",
        "   - 使用高分辨率保存（dpi=300）\n",
        "   - 使用 `bbox_inches='tight'` 去除多余空白\n",
        "   - 选择合适的文件格式（PNG、PDF、SVG）\n",
        "\n",
        "### 性能建议\n",
        "\n",
        "- 大数据集绘图时，考虑数据采样或使用更高效的绘图方法\n",
        "- 批量生成图表时，使用面向对象接口更高效\n",
        "- 及时关闭不需要的图形对象，释放内存\n",
        "- 使用 `plt.ioff()` 关闭交互模式可以提高批量绘图速度\n"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "ml311",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}
